Leman Altuntaş writes that a 2026 investigation of the boat-shaped Durupınar Formation in eastern Türkiye, led by Prof. Dr. Cenker Atila of Sivas Cumhuriyet University, has detected right-angled subsurface anomalies via ground-penetrating radar and found carbon levels roughly 40 percent higher in soil from inside the formation than outside it. An international team of about 20 researchers from five countries is combining GPS mapping, 3D modeling, radar, and laboratory analysis to determine whether these features reflect natural geology or a man-made structure, with lab results expected within two to three months and a full report in 2027.
- The formation was first spotted in 1959 aerial photographs by Turkish army mapping officer İlhan Durupınar and placed under state protection in 1987.
- A 1996 peer-reviewed study by Collins and Fasold concluded Durupınar is a doubly plunging syncline and that earlier claims of iron fittings and petrified wood are better explained by volcanic rocks and minerals such as limonite and magnetite.
- The GPR equipment originates from the United States and is also used in U.S. Air Force research, though the project itself is an academic field study led from Türkiye.
- The oft-repeated "exact match" to biblical dimensions depends on which cubit standard is used; the Egyptian royal cubit (~52.4 cm) yields ~157 m, closer to the length commonly cited by the research project.
- The formation was first spotted in 1959 aerial photographs by Turkish army mapping officer İlhan Durupınar and placed under state protection in 1987.
- A 1996 peer-reviewed study by Collins and Fasold concluded Durupınar is a doubly plunging syncline and that earlier claims of iron fittings and petrified wood are better explained by volcanic rocks and minerals such as limonite and magnetite.
- The GPR equipment originates from the United States and is also used in U.S. Air Force research, though the project itself is an academic field study led from Türkiye.
- The oft-repeated "exact match" to biblical dimensions depends on which cubit standard is used; the Egyptian royal cubit (~52.4 cm) yields ~157 m, closer to the length commonly cited by the research project.
Co11ateral writes about ShadowBroker, an open-source OSINT dashboard that aggregates live public intelligence feeds—aircraft and maritime tracking, satellite orbits, conflict reporting, GPS jamming, and more—into a single interactive map running locally via Docker. Built with Next.js, MapLibre GL, and a Python/FastAPI backend, it consolidates what would otherwise require juggling dozens of tabs into one prioritized view accessible at localhost:3000.
- Optional API keys enhance data; a language model agent can be attached to find correlations across feeds
- Telegram-sourced intelligence appears as red clusters on the map, often with attached media
- NASA VIIRS Nightlight and daily satellite captures are available as toggleable layers
- Antennas and Metastatic nodes are included, with the ability to tune in or send a message
- The project has been actively maintained for about six months with ongoing feature additions
- Optional API keys enhance data; a language model agent can be attached to find correlations across feeds
- Telegram-sourced intelligence appears as red clusters on the map, often with attached media
- NASA VIIRS Nightlight and daily satellite captures are available as toggleable layers
- Antennas and Metastatic nodes are included, with the ability to tune in or send a message
- The project has been actively maintained for about six months with ongoing feature additions
LaoZhang AI Team writes that the best choice for a 16GB GPU for local LLM coding depends on whether one prioritizes cost, speed, or balance, with the RTX 5070 Ti recommended as the strongest all-around option. The article emphasizes that buyers should prioritize "accepted work"—the ability to complete tasks within their specific repository context—rather than chasing theoretical peak performance metrics like TOPS. If a model's required context exceeds 16GB of VRAM, upgrading to a faster card will not solve the problem; in such cases, moving to a 24GB card or using hosted services is necessary.
- A true "VRAM fit" must account for KV cache and runtime buffers, which can exceed advertised capacities during long context tasks.
- The RTX 5060 Ti (180W) is noted as an efficient budget choice if latency requirements are met.
- Testing should follow a three-step ladder: smallest functional context, normal multi-file task, and one extreme stress case.
- "Accepted work" is defined by the ability to produce patches that pass all unit tests and static checks without manual core repairs.
- AMD's Radeon RX 9060 XT offers strong capacity-per-watt but requires verifying OS/driver compatibility (ROCm) before purchase.
- A true "VRAM fit" must account for KV cache and runtime buffers, which can exceed advertised capacities during long context tasks.
- The RTX 5060 Ti (180W) is noted as an efficient budget choice if latency requirements are met.
- Testing should follow a three-step ladder: smallest functional context, normal multi-file task, and one extreme stress case.
- "Accepted work" is defined by the ability to produce patches that pass all unit tests and static checks without manual core repairs.
- AMD's Radeon RX 9060 XT offers strong capacity-per-watt but requires verifying OS/driver compatibility (ROCm) before purchase.
The squad project provides a multi-AI-agent terminal collaboration tool designed to facilitate communication between different AI CLI agents using shell commands and an SQLite backend. It allows users to assign specific roles like manager, worker, or inspector within their local environment, enabling multiple agents (such as Claude Code, Gemini CLI, or Codex) to collaborate on tasks in real-time through a shared messaging system without requiring background daemons or sockets.
- Uses SQLite for message persistence and coordination between agents
- Supports various AI clients including Claude Code, Gemini CLI, Codex CLI, and OpenCode
- Built with Rust and provides support for macOS and Linux
- Includes built-in roles like manager (task breakdown), worker (execution), and inspector (review)
- Features an optional tmux launcher to automate tiled multi-terminal workflows
- Uses SQLite for message persistence and coordination between agents
- Supports various AI clients including Claude Code, Gemini CLI, Codex CLI, and OpenCode
- Built with Rust and provides support for macOS and Linux
- Includes built-in roles like manager (task breakdown), worker (execution), and inspector (review)
- Features an optional tmux launcher to automate tiled multi-terminal workflows
This repository provides optimized serving configurations for the Qwen3.8-27B model running on a single 24 GB consumer GPU (RTX 3090). It achieves high throughput of approximately 1,000 tok/s at 64 concurrent users in batch mode and up to ~133 tok/s for single-user scenarios using speculative decoding techniques like MTP or DFlash2. The project includes custom patches, requantization scripts (such as int8 tensor-core GEMMs), and Docker support to enable extended context windows of 150k to 262k tokens on a single consumer card.
- Offers two distinct serving profiles: `batch` for high throughput/API backends and `single-user` for low-latency chat experiences.
- Implements advanced speculative decoding modes including MTP (Multi-Token Prediction) and DFlash2 block drafting.
- Supports extreme context lengths up to 262k tokens through KVarN, which utilizes a lossy 4/2-bit KV cache.
- Includes specialized optimizations like int8 activations, quantized lm_head, and split-KV verify attention to maximize VRAM efficiency.
- Offers two distinct serving profiles: `batch` for high throughput/API backends and `single-user` for low-latency chat experiences.
- Implements advanced speculative decoding modes including MTP (Multi-Token Prediction) and DFlash2 block drafting.
- Supports extreme context lengths up to 262k tokens through KVarN, which utilizes a lossy 4/2-bit KV cache.
- Includes specialized optimizations like int8 activations, quantized lm_head, and split-KV verify attention to maximize VRAM efficiency.
Haden Pelletier writes that data scientists can increase productivity by mastering four specific uses for Claude: Deep Research, HTML project briefs, Slide deck design via Claude Design, and README documentation using Claude Code. By leveraging these specialized "modes," professionals can automate repetitive tasks like comparative research or stakeholder reporting to focus on higher-level problem solving.
- Use the "Research" mode in Claude for complex queries requiring multi-step web searches and citations.
- Claude Design is a separate tool optimized specifically for visual structure, preventing text overlap found in standard chat modes.
- For HTML project briefs or slides, manual editing via the "Edit" button in Claude Design can fix minor layout issues more efficiently than re-prompting.
- The accuracy of README generation through Claude Code depends heavily on its ability to read and interpret existing codebase files like .py scripts and notebooks.
- Use the "Research" mode in Claude for complex queries requiring multi-step web searches and citations.
- Claude Design is a separate tool optimized specifically for visual structure, preventing text overlap found in standard chat modes.
- For HTML project briefs or slides, manual editing via the "Edit" button in Claude Design can fix minor layout issues more efficiently than re-prompting.
- The accuracy of README generation through Claude Code depends heavily on its ability to read and interpret existing codebase files like .py scripts and notebooks.
Luke James writes that California's legislature has passed Assembly Bill 1856, which provides an exemption for open-source operating systems from the state's Digital Age Assurance Act. The bill, which was amended by the Senate before passing with a unanimous vote in both chambers, ensures that software distributed under licenses like GPL, MIT, BSD, and Apache is not required to collect user age data during setup. This decision resolves uncertainty regarding whether Linux distributions or SteamOS would need to implement mandatory age verification alongside major platforms like Windows or macOS.
- The exemption applies because these open-source licenses allow recipients to copy, redistribute, and modify the software.
- Software components such as libraries and dependencies distributed through package managers (e.g., apt or pacman) are also excluded from being classified as "applications" under the law.
- Browser extension stores are carved out because they distribute add-ons that run within a host application rather than acting as standalone executables.
- The amendments removed a problematic definition of "user" that would have technically classified every device owner in California as a child.
- The exemption applies because these open-source licenses allow recipients to copy, redistribute, and modify the software.
- Software components such as libraries and dependencies distributed through package managers (e.g., apt or pacman) are also excluded from being classified as "applications" under the law.
- Browser extension stores are carved out because they distribute add-ons that run within a host application rather than acting as standalone executables.
- The amendments removed a problematic definition of "user" that would have technically classified every device owner in California as a child.
Abner Li writes that Google Labs has released its experimental Dreambeans app for free testing to users with personal Google Accounts in the US. The app functions as a highly personalized daily story feed by analyzing user data from various services like Gmail, Photos, YouTube, and Search to suggest topics, events, and travel destinations. Instead of stock photos, stories feature custom artwork generated via Nano Banana 2 based on specific user scenarios.
- Previously required Google AI Ultra or Pro subscriptions
- Users can opt out of sharing specific app data during setup
- Includes an "Ask anything" chat interface for more detail on story topics
- Available as standalone apps on both Android and iOS
- Previously required Google AI Ultra or Pro subscriptions
- Users can opt out of sharing specific app data during setup
- Includes an "Ask anything" chat interface for more detail on story topics
- Available as standalone apps on both Android and iOS
PortPal is a native desktop dashboard designed to help developers manage active network ports and troubleshoot connection conflicts like the common `EADDRINUSE` error. Built with Tauri, React, and Rust, it provides real-time visibility into listening ports, allows for one-click process termination or restarts, and features an interactive D3.js-powered topology map to visualize service communication.
- Provides a "Kill All" panic button to clear all processes in specific categories like 'Dev Frameworks'.
- Automatically detects frameworks such as React, Vite, Angular, Django, Node, and more by analyzing ports and local project files (e.g., `package.json`, `Cargo.toml`).
- Includes a system tray utility that maintains a background historical log of backend activity even when the main window is closed.
- Features "Windowless Chrome" design for a frameless, modern user interface using custom glassmorphism styling.
- Provides a "Kill All" panic button to clear all processes in specific categories like 'Dev Frameworks'.
- Automatically detects frameworks such as React, Vite, Angular, Django, Node, and more by analyzing ports and local project files (e.g., `package.json`, `Cargo.toml`).
- Includes a system tray utility that maintains a background historical log of backend activity even when the main window is closed.
- Features "Windowless Chrome" design for a frameless, modern user interface using custom glassmorphism styling.
This GitHub repository serves as a comprehensive collection of community-contributed resources for the Uxn virtual machine and its Uxntal programming language. It includes links to learning materials, documentation, emulators across various platforms (including desktop, web, and other hardware systems), creative applications, utilities, games, and specialized development tools like assemblers and disassemblers.
- Includes support for multiple languages targeting Uxn, such as C via chibicc-uxn and B via Crust.
- Features emulators for retro-style hardware including Game Boy Advance, Nintendo 64, and PlayStation Vita.
- Provides a list of community forums and IRC channels for discussion.
- Includes support for multiple languages targeting Uxn, such as C via chibicc-uxn and B via Crust.
- Features emulators for retro-style hardware including Game Boy Advance, Nintendo 64, and PlayStation Vita.
- Provides a list of community forums and IRC channels for discussion.
